Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	98818
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.1 MiB
Average record size in memory	149.8 B

Variable types

Numeric	11
Categorical	1

Warnings

`df_index` is highly correlated with `friend_count` and 1 other fields	High correlation
`friend_count` is highly correlated with `df_index` and 1 other fields	High correlation
`friendships_initiated` is highly correlated with `df_index` and 1 other fields	High correlation
`likes` is highly correlated with `mobile_likes` and 1 other fields	High correlation
`likes_received` is highly correlated with `mobile_likes_received` and 1 other fields	High correlation
`mobile_likes` is highly correlated with `likes`	High correlation
`mobile_likes_received` is highly correlated with `likes_received` and 1 other fields	High correlation
`www_likes` is highly correlated with `likes`	High correlation
`www_likes_received` is highly correlated with `likes_received` and 1 other fields	High correlation
`df_index` is highly correlated with `friend_count` and 4 other fields	High correlation
`friend_count` is highly correlated with `df_index` and 4 other fields	High correlation
`friendships_initiated` is highly correlated with `df_index` and 3 other fields	High correlation
`likes` is highly correlated with `likes_received` and 4 other fields	High correlation
`likes_received` is highly correlated with `df_index` and 6 other fields	High correlation
`mobile_likes` is highly correlated with `likes` and 3 other fields	High correlation
`mobile_likes_received` is highly correlated with `df_index` and 6 other fields	High correlation
`www_likes` is highly correlated with `likes` and 1 other fields	High correlation
`www_likes_received` is highly correlated with `df_index` and 6 other fields	High correlation
`df_index` is highly correlated with `friend_count` and 1 other fields	High correlation
`friend_count` is highly correlated with `df_index` and 1 other fields	High correlation
`friendships_initiated` is highly correlated with `df_index` and 1 other fields	High correlation
`likes` is highly correlated with `likes_received` and 3 other fields	High correlation
`likes_received` is highly correlated with `likes` and 3 other fields	High correlation
`mobile_likes` is highly correlated with `likes` and 2 other fields	High correlation
`mobile_likes_received` is highly correlated with `likes` and 3 other fields	High correlation
`www_likes_received` is highly correlated with `likes` and 2 other fields	High correlation
`www_likes` is highly correlated with `likes`	High correlation
`friendships_initiated` is highly correlated with `df_index` and 1 other fields	High correlation
`df_index` is highly correlated with `friendships_initiated` and 1 other fields	High correlation
`mobile_likes` is highly correlated with `likes`	High correlation
`friend_count` is highly correlated with `friendships_initiated` and 1 other fields	High correlation
`likes` is highly correlated with `www_likes` and 1 other fields	High correlation
`likes_received` is highly correlated with `mobile_likes_received` and 1 other fields	High correlation
`mobile_likes_received` is highly correlated with `likes_received` and 1 other fields	High correlation
`www_likes_received` is highly correlated with `likes_received` and 1 other fields	High correlation
`likes_received` is highly skewed (γ1 = 112.0109727)	Skewed
`mobile_likes_received` is highly skewed (γ1 = 107.4678309)	Skewed
`www_likes_received` is highly skewed (γ1 = 126.1856832)	Skewed
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`friend_count` has 1956 (2.0%) zeros	Zeros
`friendships_initiated` has 2988 (3.0%) zeros	Zeros
`likes` has 22277 (22.5%) zeros	Zeros
`likes_received` has 24392 (24.7%) zeros	Zeros
`mobile_likes` has 34994 (35.4%) zeros	Zeros
`mobile_likes_received` has 29956 (30.3%) zeros	Zeros
`www_likes` has 60927 (61.7%) zeros	Zeros
`www_likes_received` has 36817 (37.3%) zeros	Zeros

Reproduction

Analysis started	2021-08-17 07:02:49.834101
Analysis finished	2021-08-17 07:03:14.957965
Duration	25.12 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	98818
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49501.35276

Minimum	0
Maximum	99002
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	4950.85
Q1	24747.25
median	49506.5
Q3	74253.75
95-th percentile	94054.15
Maximum	99002
Range	99002
Interquartile range (IQR)	49506.5

Descriptive statistics

Standard deviation	28580.82261
Coefficient of variation (CV)	0.5773745769
Kurtosis	-1.200157688
Mean	49501.35276
Median Absolute Deviation (MAD)	24753.5
Skewness	-8.232036957 × 10^-5
Sum	4891624677
Variance	816863420.8
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
85379	1	< 0.1%
7529	1	< 0.1%
5480	1	< 0.1%
28007	1	< 0.1%
25958	1	< 0.1%
32101	1	< 0.1%
30052	1	< 0.1%
19811	1	< 0.1%
17762	1	< 0.1%
Other values (98808)	98808	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
99002	1	< 0.1%
99001	1	< 0.1%
99000	1	< 0.1%
98999	1	< 0.1%
98998	1	< 0.1%
98997	1	< 0.1%
98996	1	< 0.1%
98995	1	< 0.1%
98994	1	< 0.1%
98993	1	< 0.1%

age
Real number (ℝ_≥0)

Distinct	83
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.89545427

Minimum	13
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	13
5-th percentile	15
Q1	20
median	28
Q3	45
95-th percentile	68
Maximum	95
Range	82
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	17.35955148
Coefficient of variation (CV)	0.5121498399
Kurtosis	0.3833371448
Mean	33.89545427
Median Absolute Deviation (MAD)	9
Skewness	1.082567963
Sum	3349481
Variance	301.3540275
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	6621	6.7%
18	5196	5.3%
23	4401	4.5%
19	4390	4.4%
20	3768	3.8%
21	3670	3.7%
25	3631	3.7%
17	3281	3.3%
16	3086	3.1%
22	3032	3.1%
Other values (73)	57742	58.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13	484	0.5%
14	1925	1.9%
15	2617	2.6%
16	3086	3.1%
17	3281	3.3%
18	5196	5.3%
19	4390	4.4%
20	3768	3.8%
21	3670	3.7%
22	3032	3.1%

Value	Count	Frequency (%)
95	76	0.1%
94	181	0.2%
93	202	0.2%
92	50	0.1%
91	74	0.1%
90	68	0.1%
89	58	0.1%
88	60	0.1%
87	41	< 0.1%
86	75	0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

male	58566
female	40252

Length

Max length	6
Median length	4
Mean length	4.814669392
Min length	4

Characters and Unicode

Total characters	475776
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	female
3rd row	male
4th row	female
5th row	male

Common Values

Value	Count	Frequency (%)
male	58566	59.3%
female	40252	40.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
male	58566	59.3%
female	40252	40.7%

Most occurring characters

Value	Count	Frequency (%)
e	139070	29.2%
m	98818	20.8%
a	98818	20.8%
l	98818	20.8%
f	40252	8.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	475776	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	139070	29.2%
m	98818	20.8%
a	98818	20.8%
l	98818	20.8%
f	40252	8.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	475776	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	139070	29.2%
m	98818	20.8%
a	98818	20.8%
l	98818	20.8%
f	40252	8.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	475776	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	139070	29.2%
m	98818	20.8%
a	98818	20.8%
l	98818	20.8%
f	40252	8.5%

tenure
Real number (ℝ_≥0)

Distinct	2418
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	535.6817887

Minimum	0
Maximum	3139
Zeros	69
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	47
Q1	226
median	412
Q3	673
95-th percentile	1567
Maximum	3139
Range	3139
Interquartile range (IQR)	447

Descriptive statistics

Standard deviation	454.2589293
Coefficient of variation (CV)	0.8480014419
Kurtosis	2.195246589
Mean	535.6817887
Median Absolute Deviation (MAD)	212
Skewness	1.530829395
Sum	52935003
Variance	206351.1748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300	173	0.2%
303	170	0.2%
242	163	0.2%
272	163	0.2%
257	161	0.2%
297	161	0.2%
280	160	0.2%
285	160	0.2%
284	158	0.2%
278	158	0.2%
Other values (2408)	97191	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	69	0.1%
1	60	0.1%
2	72	0.1%
3	79	0.1%
4	86	0.1%
5	92	0.1%
6	93	0.1%
7	84	0.1%
8	87	0.1%
9	93	0.1%

Value	Count	Frequency (%)
3139	3	< 0.1%
3129	1	< 0.1%
3128	1	< 0.1%
3101	1	< 0.1%
3019	1	< 0.1%
2958	1	< 0.1%
2926	1	< 0.1%
2888	1	< 0.1%
2822	1	< 0.1%
2788	1	< 0.1%

friend_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2561
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	196.3898986

Minimum	0
Maximum	4923
Zeros	1956
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	31
median	82
Q3	206
95-th percentile	720
Maximum	4923
Range	4923
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	387.4751451
Coefficient of variation (CV)	1.972989181
Kurtosis	50.08132589
Mean	196.3898986
Median Absolute Deviation (MAD)	64
Skewness	6.058962436
Sum	19406857
Variance	150136.9881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1956	2.0%
1	1814	1.8%
2	1115	1.1%
3	860	0.9%
5	785	0.8%
4	747	0.8%
10	737	0.7%
24	732	0.7%
6	720	0.7%
29	718	0.7%
Other values (2551)	88634	89.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1956	2.0%
1	1814	1.8%
2	1115	1.1%
3	860	0.9%
4	747	0.8%
5	785	0.8%
6	720	0.7%
7	670	0.7%
8	718	0.7%
9	698	0.7%

Value	Count	Frequency (%)
4923	1	< 0.1%
4917	1	< 0.1%
4863	1	< 0.1%
4845	1	< 0.1%
4844	1	< 0.1%
4826	1	< 0.1%
4817	1	< 0.1%
4803	1	< 0.1%
4797	1	< 0.1%
4794	1	< 0.1%

friendships_initiated
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1519
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.4887268

Minimum	0
Maximum	4144
Zeros	2988
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	17
median	46
Q3	117
95-th percentile	418
Maximum	4144
Range	4144
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	188.8667665
Coefficient of variation (CV)	1.757084414
Kurtosis	42.52974172
Mean	107.4887268
Median Absolute Deviation (MAD)	36
Skewness	5.151078708
Sum	10621821
Variance	35670.65547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2988	3.0%
1	2209	2.2%
2	1546	1.6%
3	1354	1.4%
4	1348	1.4%
6	1325	1.3%
5	1325	1.3%
11	1317	1.3%
8	1312	1.3%
13	1276	1.3%
Other values (1509)	82818	83.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2988	3.0%
1	2209	2.2%
2	1546	1.6%
3	1354	1.4%
4	1348	1.4%
5	1325	1.3%
6	1325	1.3%
7	1234	1.2%
8	1312	1.3%
9	1243	1.3%

Value	Count	Frequency (%)
4144	1	< 0.1%
3654	1	< 0.1%
3594	1	< 0.1%
3538	1	< 0.1%
3415	1	< 0.1%
3238	1	< 0.1%
3233	1	< 0.1%
3086	1	< 0.1%
3078	1	< 0.1%
3024	1	< 0.1%

likes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2921
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	156.1243498

Minimum	0
Maximum	25111
Zeros	22277
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	11
Q3	81
95-th percentile	726.15
Maximum	25111
Range	25111
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	572.5748897
Coefficient of variation (CV)	3.667428497
Kurtosis	200.3880019
Mean	156.1243498
Median Absolute Deviation (MAD)	11
Skewness	11.02377153
Sum	15427896
Variance	327842.0043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22277	22.5%
1	6916	7.0%
2	4428	4.5%
3	3235	3.3%
4	2503	2.5%
5	2025	2.0%
6	1804	1.8%
7	1615	1.6%
8	1430	1.4%
9	1379	1.4%
Other values (2911)	51206	51.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22277	22.5%
1	6916	7.0%
2	4428	4.5%
3	3235	3.3%
4	2503	2.5%
5	2025	2.0%
6	1804	1.8%
7	1615	1.6%
8	1430	1.4%
9	1379	1.4%

Value	Count	Frequency (%)
25111	1	< 0.1%
21652	1	< 0.1%
16732	1	< 0.1%
16583	1	< 0.1%
14799	1	< 0.1%
14355	1	< 0.1%
14050	1	< 0.1%
14039	1	< 0.1%
13692	1	< 0.1%
13622	1	< 0.1%

likes_received
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	2675
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	142.6769414

Minimum	0
Maximum	261197
Zeros	24392
Zeros (%)	24.7%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	59
95-th percentile	561
Maximum	261197
Range	261197
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	1389.045639
Coefficient of variation (CV)	9.735600052
Kurtosis	17361.07811
Mean	142.6769414
Median Absolute Deviation (MAD)	8
Skewness	112.0109727
Sum	14099050
Variance	1929447.786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24392	24.7%
1	7291	7.4%
2	4537	4.6%
3	3342	3.4%
4	2663	2.7%
5	2367	2.4%
6	1868	1.9%
7	1678	1.7%
8	1535	1.6%
9	1349	1.4%
Other values (2665)	47796	48.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24392	24.7%
1	7291	7.4%
2	4537	4.6%
3	3342	3.4%
4	2663	2.7%
5	2367	2.4%
6	1868	1.9%
7	1678	1.7%
8	1535	1.6%
9	1349	1.4%

Value	Count	Frequency (%)
261197	1	< 0.1%
178166	1	< 0.1%
152014	1	< 0.1%
106025	1	< 0.1%
82623	1	< 0.1%
53534	1	< 0.1%
52964	1	< 0.1%
45633	1	< 0.1%
42449	1	< 0.1%
39536	1	< 0.1%

mobile_likes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2394
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106.1564391

Minimum	0
Maximum	25111
Zeros	34994
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	46
95-th percentile	482
Maximum	25111
Range	25111
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	445.511712
Coefficient of variation (CV)	4.19674695
Kurtosis	360.808137
Mean	106.1564391
Median Absolute Deviation (MAD)	4
Skewness	14.16034567
Sum	10490167
Variance	198480.6856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34994	35.4%
1	6287	6.4%
2	3930	4.0%
3	2910	2.9%
4	2262	2.3%
5	1790	1.8%
6	1597	1.6%
7	1395	1.4%
8	1210	1.2%
9	1148	1.2%
Other values (2384)	41295	41.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34994	35.4%
1	6287	6.4%
2	3930	4.0%
3	2910	2.9%
4	2262	2.3%
5	1790	1.8%
6	1597	1.6%
7	1395	1.4%
8	1210	1.2%
9	1148	1.2%

Value	Count	Frequency (%)
25111	1	< 0.1%
21652	1	< 0.1%
16732	1	< 0.1%
14039	1	< 0.1%
13529	1	< 0.1%
12934	1	< 0.1%
12639	1	< 0.1%
12104	1	< 0.1%
12083	1	< 0.1%
11959	1	< 0.1%

mobile_likes_received
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	2002
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.12564513

Minimum	0
Maximum	138561
Zeros	29956
Zeros (%)	30.3%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	33
95-th percentile	317
Maximum	138561
Range	138561
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	840.577049
Coefficient of variation (CV)	9.991923958
Kurtosis	15500.8792
Mean	84.12564513
Median Absolute Deviation (MAD)	4
Skewness	107.4678309
Sum	8313128
Variance	706569.7754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29956	30.3%
1	8227	8.3%
2	4942	5.0%
3	3598	3.6%
4	2936	3.0%
5	2382	2.4%
6	2017	2.0%
7	1744	1.8%
8	1520	1.5%
9	1433	1.5%
Other values (1992)	40063	40.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29956	30.3%
1	8227	8.3%
2	4942	5.0%
3	3598	3.6%
4	2936	3.0%
5	2382	2.4%
6	2017	2.0%
7	1744	1.8%
8	1520	1.5%
9	1433	1.5%

Value	Count	Frequency (%)
138561	1	< 0.1%
131244	1	< 0.1%
89911	1	< 0.1%
73333	1	< 0.1%
43410	1	< 0.1%
30754	1	< 0.1%
30387	1	< 0.1%
27353	1	< 0.1%
20770	1	< 0.1%
18925	1	< 0.1%

www_likes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1724
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.9679107

Minimum	0
Maximum	14865
Zeros	60927
Zeros (%)	61.7%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	7
95-th percentile	208
Maximum	14865
Range	14865
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	285.7627019
Coefficient of variation (CV)	5.718924362
Kurtosis	448.7068585
Mean	49.9679107
Median Absolute Deviation (MAD)	0
Skewness	16.90545084
Sum	4937729
Variance	81660.32178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60927	61.7%
1	4678	4.7%
2	2750	2.8%
3	1945	2.0%
4	1415	1.4%
5	1201	1.2%
6	1075	1.1%
7	895	0.9%
8	790	0.8%
9	755	0.8%
Other values (1714)	22387	22.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	60927	61.7%
1	4678	4.7%
2	2750	2.8%
3	1945	2.0%
4	1415	1.4%
5	1201	1.2%
6	1075	1.1%
7	895	0.9%
8	790	0.8%
9	755	0.8%

Value	Count	Frequency (%)
14865	1	< 0.1%
12903	1	< 0.1%
11077	1	< 0.1%
10763	1	< 0.1%
10627	1	< 0.1%
10539	1	< 0.1%
10255	1	< 0.1%
10232	1	< 0.1%
9902	1	< 0.1%
9431	1	< 0.1%

www_likes_received
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	1634
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.55129632

Minimum	0
Maximum	129953
Zeros	36817
Zeros (%)	37.3%
Negative	0
Negative (%)	0.0%
Memory size	772.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	20
95-th percentile	227
Maximum	129953
Range	129953
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	601.9046288
Coefficient of variation (CV)	10.27995393
Kurtosis	23779.52219
Mean	58.55129632
Median Absolute Deviation (MAD)	2
Skewness	126.1856832
Sum	5785922
Variance	362289.1822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36817	37.3%
1	8497	8.6%
2	5096	5.2%
3	3582	3.6%
4	2823	2.9%
5	2313	2.3%
6	1916	1.9%
7	1596	1.6%
8	1442	1.5%
9	1369	1.4%
Other values (1624)	33367	33.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36817	37.3%
1	8497	8.6%
2	5096	5.2%
3	3582	3.6%
4	2823	2.9%
5	2313	2.3%
6	1916	1.9%
7	1596	1.6%
8	1442	1.5%
9	1369	1.4%

Value	Count	Frequency (%)
129953	1	< 0.1%
62103	1	< 0.1%
39605	1	< 0.1%
39213	1	< 0.1%
34039	1	< 0.1%
32692	1	< 0.1%
29337	1	< 0.1%
23147	1	< 0.1%
22644	1	< 0.1%
15096	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	age	gender	tenure
0	0	14	male	266.0
1	1	14	female	6.0
2	2	14	male	13.0
3	3	14	female	93.0
4	4	14	male	82.0
5	5	14	male	15.0
6	6	13	male	12.0
7	7	13	female	0.0
8	8	13	male	81.0
9	9	13	male	171.0

Last rows

	df_index	age	gender	tenure	friend_count	friendships_initiated	likes	likes_received	mobile_likes	mobile_likes_received	www_likes	www_likes_received
98808	98993	19	male	394.0	4538	4144	4501	15088	4435	5961	66	9127
98809	98994	20	female	402.0	1988	332	7351	106025	7248	73333	103	32692
98810	98995	20	female	699.0	3611	973	4507	7768	4414	6909	93	859
98811	98996	24	female	182.0	2938	1272	6018	17765	5843	11708	175	6057
98812	98997	28	female	290.0	2218	1618	4626	10268	4290	4250	336	6018
98813	98998	68	female	541.0	2118	341	3996	18089	3505	11887	491	6202
98814	98999	18	female	21.0	1968	1720	4401	13412	4399	10592	2	2820
98815	99000	15	female	111.0	2002	1524	11959	12554	11959	11462	0	1092
98816	99001	23	female	416.0	2560	185	4506	6516	4506	5760	0	756
98817	99002	39	female	397.0	2049	768	9410	12443	9410	9530	0	2913

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows